Image Segmentation

Image Segmentation is a computer vision task that involves dividing an image into multiple segments or regions, each of which corresponds to a different object or part of an object. The goal of image segmentation is to assign a unique label or category to each pixel in the image, so that pixels with similar attributes are grouped together.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 3301–3325 of 5035 papers

Title	Date	Tasks	Status
Image Segmentation to Identify Safe Landing Zones for Unmanned Aerial Vehicles	Nov 29, 2021	Image SegmentationSemantic Segmentation	—Unverified
Hyperspectral Image Segmentation based on Graph Processing over Multilayer Networks	Nov 29, 2021	ClusteringHyperspectral Image Segmentation	—Unverified
High Quality Segmentation for Ultra High-resolution Images	Nov 29, 2021	4kImage Segmentation	—Unverified
Schema matching using Gaussian mixture models with Wasserstein distance	Nov 28, 2021	ClusteringImage Segmentation	—Unverified
Label Assistant: A Workflow for Assisted Data Annotation in Image Segmentation Tasks	Nov 27, 2021	Image SegmentationSemantic Segmentation	—Unverified
Sparse Subspace Clustering Friendly Deep Dictionary Learning for Hyperspectral Image Classification	Nov 27, 2021	ClusteringDictionary Learning	—Unverified
Exploiting full Resolution Feature Context for Liver Tumor and Vessel Segmentation via Integrate Framework: Application to Liver Tumor and Vessel 3D Reconstruction under embedded microprocessor	Nov 26, 2021	3D ReconstructionImage Segmentation	CodeCode Available
Application of deep learning to camera trap data for ecologists in planning / engineering -- Can captivity imagery train a model which generalises to the wild?	Nov 24, 2021	image-classificationImage Classification	—Unverified
Uncertainty-Aware Deep Co-training for Semi-supervised Medical Image Segmentation	Nov 23, 2021	Image SegmentationMedical Image Segmentation	—Unverified
Exploring Feature Representation Learning for Semi-supervised Medical Image Segmentation	Nov 22, 2021	Contrastive LearningImage Segmentation	CodeCode Available
MaIL: A Unified Mask-Image-Language Trimodal Network for Referring Image Segmentation	Nov 21, 2021	DecoderImage Segmentation	—Unverified
Differentiable Projection for Constrained Deep Learning	Nov 21, 2021	Deep LearningImage Segmentation	—Unverified
PAANet: Progressive Alternating Attention for Automatic Medical Image Segmentation	Nov 20, 2021	Decision MakingImage Segmentation	—Unverified
Transfer Learning in Polyp and Endoscopic Tool Segmentation from Colonoscopy Images	Nov 16, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available
Comprehensive Multi-Modal Interactions for Referring Image Segmentation	Nov 16, 2021	Image SegmentationSegmentation	—Unverified
Automatic Semantic Segmentation of the Lumbar Spine: Clinical Applicability in a Multi-parametric and Multi-centre Study on Magnetic Resonance Images	Nov 16, 2021	AnatomyImage Segmentation	—Unverified
Weakly-supervised fire segmentation by visualizing intermediate CNN layers	Nov 16, 2021	Image SegmentationSegmentation	—Unverified
Interactive Medical Image Segmentation with Self-Adaptive Confidence Calibration	Nov 15, 2021	Image SegmentationInteractive Segmentation	—Unverified
Leveraging Unsupervised Image Registration for Discovery of Landmark Shape Descriptor	Nov 13, 2021	AnatomyDimensionality Reduction	CodeCode Available
Multiset Neurons	Nov 13, 2021	Image SegmentationSemantic Segmentation	—Unverified
Clicking Matters:Towards Interactive Human Parsing	Nov 11, 2021	Human ParsingImage Segmentation	—Unverified
Explanatory Analysis and Rectification of the Pitfalls in COVID-19 Datasets	Nov 10, 2021	Image AugmentationImage Segmentation	—Unverified
SUPER-Net: Trustworthy Medical Image Segmentation with Uncertainty Propagation in Encoder-Decoder Networks	Nov 10, 2021	DecoderImage Segmentation	—Unverified
Multi-Task Neural Processes	Nov 10, 2021	Bayesian InferenceBrain Image Segmentation	—Unverified
Data privacy protection in microscopic image analysis for material data mining	Nov 9, 2021	Federated LearningImage Segmentation	—Unverified

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All datasets MSD (Mirror Segmentation Dataset)PMD MAS3K Pascal Panoptic Parts RMAS PASCAL VOC HuTu 80 MARIDA COCO val2017 ImageNet MSD Heart OxfordPets

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	IoU	0.92	—	Unverified
2	HetNet	IoU	0.83	—	Unverified
3	PMD	IoU	0.82	—	Unverified
4	SANet	IoU	0.8	—	Unverified
5	MirrorNet	IoU	0.79	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	IoU	0.73	—	Unverified
2	HetNet	IoU	0.69	—	Unverified
3	SANet	IoU	0.67	—	Unverified
4	PMD	IoU	0.66	—	Unverified
5	MirrorNet	IoU	0.59	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	mIoU	0.8	—	Unverified
2	MAS-SAM	mIoU	0.79	—	Unverified
3	MASNet	mIoU	0.74	—	Unverified
4	ZoomNet	mIoU	0.74	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HIPIE (ViT-H)	mIoUPartS	63.8	—	Unverified
2	PPS	mIoUPartS	58.6	—	Unverified
3	HIPIE (ResNet-50)	mIoUPartS	57.2	—	Unverified
4	JPPF	mIoUPartS	54.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MAS-SAM	mIoU	0.74	—	Unverified
2	SAM2-UNet	mIoU	0.74	—	Unverified
3	MASNet	mIoU	0.73	—	Unverified
4	ZoomNet	mIoU	0.73	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4-C	mIoU	63.6	—	Unverified
2	OneNete,4-S	mAP0.5	52.75	—	Unverified
3	OneNeted,4	mIoU	14.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UNetR	Dice	0.98	—	Unverified
2	PALED	Dice	0.98	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResAttUNet	IoU	0.67	—	Unverified
2	UNet	IoU	0.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SynCo (ResNet-50) 200ep	mask AP	35.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MobileOne-S0	GFLOPs	0.28	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4	mIoU	6.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4-C	Dice Score	0.97	—	Unverified